Bayesian structural time series for biomedical sensor data: A flexible modeling framework for evaluating interventions

• Jason Liu ,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

  ¶‡ These authors are co-first authors on this work.

  Affiliations Program in Computational Biology and Bioinformatics, Yale University, New Haven, Connecticut, United States of America, Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, Connecticut, United States of America

  https://orcid.org/0000-0001-7197-7319

  ⨯
• Daniel J. Spakowicz ,

  Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Writing – original draft, Writing – review & editing

  ¶‡ These authors are co-first authors on this work.

  Affiliations Division of Medical Oncology, The Ohio State University Comprehensive Cancer Center, Columbus, Ohio, United States of America, Department of Biomedical Informatics, The Ohio State University College of Medicine, Columbus, Ohio, United States of America

  https://orcid.org/0000-0003-2314-6435

  ⨯
• Garrett I. Ash,

  Roles Data curation, Funding acquisition, Validation, Writing – original draft, Writing – review & editing

  Affiliations Veterans Affairs Connecticut Healthcare System, West Haven, Connecticut, United States of America, Center for Medical Informatics, Yale School of Medicine, New Haven, Connecticut, United States of America

  https://orcid.org/0000-0002-8655-7525

  ⨯
• Rebecca Hoyd,

  Roles Formal analysis, Software, Validation, Visualization, Writing – review & editing

  Affiliation Division of Medical Oncology, The Ohio State University Comprehensive Cancer Center, Columbus, Ohio, United States of America

  https://orcid.org/0000-0003-1210-4491

  ⨯
• Rohan Ahluwalia,

  Roles Formal analysis, Methodology, Software, Validation, Writing – original draft, Writing – review & editing

  Affiliations Program in Computational Biology and Bioinformatics, Yale University, New Haven, Connecticut, United States of America, Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, Connecticut, United States of America

  https://orcid.org/0000-0002-9310-0910

  ⨯
• Andrew Zhang,

  Roles Formal analysis, Visualization

  Affiliations Program in Computational Biology and Bioinformatics, Yale University, New Haven, Connecticut, United States of America, Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, Connecticut, United States of America

  https://orcid.org/0000-0001-9753-2916

  ⨯
• Shaoke Lou,

  Roles Methodology, Writing – review & editing

  Affiliations Program in Computational Biology and Bioinformatics, Yale University, New Haven, Connecticut, United States of America, Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, Connecticut, United States of America

  https://orcid.org/0000-0002-2626-5897

  ⨯
• Donghoon Lee,

  Roles Methodology, Writing – review & editing

  Affiliations Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America

  https://orcid.org/0000-0003-0453-6059

  ⨯
• Jing Zhang,

  Roles Methodology, Writing – review & editing

  Affiliation Department of Computer Science, University of California, Irvine, California, United States of America

  ⨯
• Carolyn Presley,

  Roles Writing – review & editing

  Affiliation Division of Medical Oncology, The Ohio State University Comprehensive Cancer Center, Columbus, Ohio, United States of America

  https://orcid.org/0000-0002-2607-5639

  ⨯
• Ann Greene,

  Roles Writing – review & editing

  Affiliation Department of Pediatrics, Yale School of Medicine, New Haven, Connecticut, United States of America

  https://orcid.org/0000-0002-6736-6627

  ⨯
• Matthew Stults-Kolehmainen,

  Roles Project administration, Writing – review & editing

  Affiliations Digestive Health Multispecialty Clinic, Yale-New Haven Hospital, New Haven, Connecticut, United States of America, Department of Biobehavioral Sciences, Teachers College, Columbia University, New York, New York, United States of America

  https://orcid.org/0000-0001-5361-9614

  ⨯
• Laura M. Nally,

  Roles Project administration, Writing – review & editing

  Affiliation Department of Pediatrics, Yale School of Medicine, New Haven, Connecticut, United States of America

  https://orcid.org/0000-0003-4349-4808

  ⨯
• Julien S. Baker,

  Roles Project administration, Writing – review & editing

  Affiliations Faculty of Sports Science, Ningbo University, China, Centre for Health and Exercise Science Research, Department of Sport, Physical Education and Health, Hong Kong Baptist University, Kowloon Tong, Hong Kong

  https://orcid.org/0000-0002-9093-7897

  ⨯
• Lisa M. Fucito,

  Roles Project administration, Writing – review & editing

  Affiliations Department of Psychiatry, Yale School of Medicine, New Haven, Connecticut, United States of America, Yale Cancer Center, Yale School of Medicine, New Haven, Connecticut, United States of America, Smilow Cancer Hospital at Yale-New Haven, New Haven, Connecticut, United States of America

  https://orcid.org/0000-0001-9410-2830

  ⨯
• Stuart A. Weinzimer,

  Roles Project administration, Writing – review & editing

  Affiliations Department of Pediatrics, Yale School of Medicine, New Haven, Connecticut, United States of America, Yale School of Nursing, West Haven, Connecticut, United States of America

  https://orcid.org/0000-0002-7768-5189

  ⨯
• Andrew V. Papachristos,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Sociology, Northwestern University, Chicago, Illinois, United States of America

  https://orcid.org/0000-0003-0975-8320

  ⨯
•  [ ... ],
• Mark Gerstein

  Roles Conceptualization, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Supervision, Validation, Writing – original draft, Writing – review & editing

  * E-mail: mark@gersteinlab.org

  Affiliations Program in Computational Biology and Bioinformatics, Yale University, New Haven, Connecticut, United States of America, Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, Connecticut, United States of America, Department of Computer Science, Yale University, New Haven, Connecticut, United States of America, Department of Statistics & Data Science, Yale University, New Haven, Connecticut, United States of America

  https://orcid.org/0000-0002-9746-3719

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